Yes. OC has 153 songs listed in a dataset used to train AI music models.

Used for training 153

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including Prove Me Wrong, Tony Touch Power Cypha 2 Freestyle '97 (feat. Fat Joe, Lord Finesse, Big L & A.G.), Jewelz

Listed under the artist name 153 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Prove Me Wrong

Listed as Apollo Brown, O.C. – Prove Me Wrong (Trophies) · Watch on YouTube

youtube_video -lM1Fkl9CRc · row -lM1Fkl9CRc

LAION-DISCO-12M

Tony Touch Power Cypha 2 Freestyle '97 (feat. Fat Joe, Lord Finesse, Big L & A.G.)

Listed as O.C. – Tony Touch Power Cypha 2 Freestyle '97 (feat. Fat Joe, Lord Finesse, Big L & A.G.) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video 2SZZHrBWbaM · row 2SZZHrBWbaM

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Jewelz

Listed as O.C. – Jewelz (Jewelz) · Watch on YouTube

youtube_video 2hjeLG8lEEk · row 2hjeLG8lEEk

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Intro

Listed as Marco Polo feat. O.C., O.C. – Intro (Port Authority) · Watch on YouTube

youtube_video 36_yBQuqFxs · row 36_yBQuqFxs

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16 and Out (feat. OC & A Bless)

Listed as Showbiz & A.G., OC, A Bless – 16 and Out (feat. OC & A Bless) (Take It Back) · Watch on YouTube

youtube_video 41X6n7VRfkM · row 41X6n7VRfkM

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Hypocrite

Listed as O.C. – Hypocrite (Jewelz) · Watch on YouTube

youtube_video 5HoZ01TBqYQ · row 5HoZ01TBqYQ

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Let It Slide

Listed as O.C. – Let It Slide (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video 5c7AZseFllw · row 5c7AZseFllw

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Point O Viewz

Listed as O.C. – Point O Viewz (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video 5pXPEsqr6nw · row 5pXPEsqr6nw

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Time's Up

Listed as O.C. – Time's Up (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video 6gNmCGQRpcc · row 6gNmCGQRpcc

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Internationally Known (Showbiz Remix)

Listed as Big L & Fat Joe & O.C., Fat Joe, O.C. – Internationally Known (Showbiz Remix) (D.I.T.C. ‎– The Remix Project) · Watch on YouTube

youtube_video 6iVnhHk_fnA · row 6iVnhHk_fnA

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Ma Dukes

Listed as O.C. – Ma Dukes (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video BKU2ZZ3SF-0 · row BKU2ZZ3SF-0

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Time to Get This Money (feat. Diamond D & & O.C.)

Listed as A.G., Diamond D, O.C – Time to Get This Money (feat. Diamond D & & O.C.) (Rare & Unreleased) · Watch on YouTube

youtube_video Cir_TtMEWhI · row Cir_TtMEWhI

LAION-DISCO-12M

M.U.G. (feat. Freddie Foxxx)

Listed as O.C. – M.U.G. (feat. Freddie Foxxx) (Jewelz) · Watch on YouTube

youtube_video F4tpoHHrMs0 · row F4tpoHHrMs0

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Far From Yours (feat. Yvette Michele)

Listed as O.C. – Far From Yours (feat. Yvette Michele) (Jewelz) · Watch on YouTube

youtube_video FG6zhG5BPfM · row FG6zhG5BPfM

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Win The G (feat. Bumpy Knuckles)

Listed as O.C. – Win The G (feat. Bumpy Knuckles) (Jewelz) · Watch on YouTube

youtube_video GApXZ6gieAI · row GApXZ6gieAI

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Every Time I Touch the Mic

Listed as Showbiz & AG & OC & Frank V., AG, OC, Frank V. – Every Time I Touch the Mic (Mugshot Music) · Watch on YouTube

youtube_video Ixh4-KvkZKM · row Ixh4-KvkZKM

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Creative Control

Listed as O.C. – Creative Control (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video NXSlKDIl7Ss · row NXSlKDIl7Ss

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O-Zone

Listed as O.C. – O-Zone (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video OXC9OMSsouQ · row OXC9OMSsouQ

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Marquee

Listed as Marco Polo feat. O.C., O.C. – Marquee (Port Authority) · Watch on YouTube

youtube_video PVB6t9glS0g · row PVB6t9glS0g

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Soviet Official

Listed as Apathy, O.C. – Soviet Official (Perestroika) · Watch on YouTube

youtube_video PrmU8mpCOHw · row PrmU8mpCOHw

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The Chosen One

Listed as O.C. – The Chosen One (Jewelz) · Watch on YouTube

youtube_video R1b9b2glMvE · row R1b9b2glMvE

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My World

Listed as O.C. – My World (Jewelz) · Watch on YouTube

youtube_video RXOeEKouvTE · row RXOeEKouvTE

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Stop the Breaks (feat. Ron G, Raekwon, Killa Sin & KRS-One)

Listed as O.C. – Stop the Breaks (feat. Ron G, Raekwon, Killa Sin & KRS-One) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video TiCPfWYB-T4 · row TiCPfWYB-T4

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Just Walk

Listed as Apollo Brown, O.C. – Just Walk (Trophies) · Watch on YouTube

youtube_video UukGKwYaFdU · row UukGKwYaFdU

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Internationally Known (Diamond D Remix)

Listed as Big L & Fat Joe & O.C., Fat Joe, O.C. – Internationally Known (Diamond D Remix) (D.I.T.C. ‎– The Remix Project) · Watch on YouTube

youtube_video VpSxLMrfRwk · row VpSxLMrfRwk

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War Games (feat. Organized Konfusion)

Listed as O.C. – War Games (feat. Organized Konfusion) (Jewelz) · Watch on YouTube

youtube_video XNnkHTWLCVE · row XNnkHTWLCVE

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No Main Topic

Listed as O.C. – No Main Topic (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video XirLt2sHOh0 · row XirLt2sHOh0

LAION-DISCO-12M

Day One (feat. Diamond D, Big L, Fat Joe & A.G.)

Listed as O.C. – Day One (feat. Diamond D, Big L, Fat Joe & A.G.) (Hidden Gems) · Watch on YouTube

youtube_video YTOqfOXO9IE · row YTOqfOXO9IE

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Dangerous (feat. Big L)

Listed as O.C. – Dangerous (feat. Big L) (Jewelz) · Watch on YouTube

youtube_video Z16Xu6gJrGw · row Z16Xu6gJrGw

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My World (Instrumental) (feat. DJ Premier)

Listed as O.C. – My World (Instrumental) (feat. DJ Premier) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video Z1FpcSE7KRg · row Z1FpcSE7KRg

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Don't Worry

Listed as Showbiz & AG & OC & Frank V., AG, OC, Frank V. – Don't Worry (Mugshot Music) · Watch on YouTube

youtube_video a8f9UMHfFdg · row a8f9UMHfFdg

LAION-DISCO-12M

Time's Up (Instrumental)

Listed as O.C. – Time's Up (Instrumental) (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video aiDv5w8sDlw · row aiDv5w8sDlw

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Burn Me Slow

Listed as O.C. – Burn Me Slow (Buckwild Presents: Diggin' in the Crates - Rare Studio Masters) · Watch on YouTube

youtube_video angLvmYjK8g · row angLvmYjK8g

LAION-DISCO-12M

Dignified Soldiers (Remix) (feat. Lord Finesse, A.G. & & O.C.)

Listed as Big L, Lord Finesse, A.G., O.C – Dignified Soldiers (Remix) (feat. Lord Finesse, A.G. & & O.C.) (Rare & Unreleased) · Watch on YouTube

youtube_video bD9gkoUBTEk · row bD9gkoUBTEk

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Dangerous (Instrumental) (feat. Da Beatminerz)

Listed as O.C. – Dangerous (Instrumental) (feat. Da Beatminerz) (Jewelz (Instrumentals)) · Watch on YouTube

youtube_video c6ukneMbHLA · row c6ukneMbHLA

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The Crow

Listed as O.C. – The Crow (Jewelz) · Watch on YouTube

youtube_video cMKW2lqPPKg · row cMKW2lqPPKg

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No Main Topic

Listed as O.C. – No Main Topic (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video ca559VC3mN8 · row ca559VC3mN8

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Dignified Soldiers

Listed as Show & A.G., Big L, Lord Finesse, O.C. – Dignified Soldiers (Full Scale) · Watch on YouTube

youtube_video dM6uvFH-z24 · row dM6uvFH-z24

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Can't Go Wrong

Listed as O.C. – Can't Go Wrong (Jewelz) · Watch on YouTube

youtube_video gjBUb4hY7H4 · row gjBUb4hY7H4

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Options

Listed as Apollo Brown, O.C. – Options (Trophies) · Watch on YouTube

youtube_video kWg7nB8W34Y · row kWg7nB8W34Y

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Dope Fiction

Listed as Mr. Mike, O.C. – Dope Fiction (Wicked Wayz) · Watch on YouTube

youtube_video ltEbnRSUX2I · row ltEbnRSUX2I

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Get Yours (Remix) (feat. Big L & Diamond D)

Listed as O.C. – Get Yours (Remix) (feat. Big L & Diamond D) (Hidden Gems) · Watch on YouTube

youtube_video meZamNuQsJg · row meZamNuQsJg

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It's Only Right

Listed as O.C. – It's Only Right (Jewelz) · Watch on YouTube

youtube_video pailfedWMK8 · row pailfedWMK8

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Word...Life

Listed as O.C. – Word...Life (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video pfX6kkaSavU · row pfX6kkaSavU

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Metal Thangz (Unreleased Remix) (feat. Pharoahe Monch, F.T. & Street Smartz)

Listed as O.C. – Metal Thangz (Unreleased Remix) (feat. Pharoahe Monch, F.T. & Street Smartz) (The O-Zone Files: Rare Demos and Unreleased Tracks) · Watch on YouTube

youtube_video pjZSML8eCWc · row pjZSML8eCWc

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Anotha One

Listed as Apollo Brown, O.C. – Anotha One (Trophies) · Watch on YouTube

youtube_video sLe5f6swx6k · row sLe5f6swx6k

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Stronjay

Listed as O.C. – Stronjay (Jewelz) · Watch on YouTube

youtube_video tbONEuCwlHo · row tbONEuCwlHo

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The Pursuit

Listed as Apollo Brown, O.C. – The Pursuit (Trophies) · Watch on YouTube

youtube_video vtezlJHcIZM · row vtezlJHcIZM

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You And Yours

Listed as O.C. – You And Yours (Jewelz) · Watch on YouTube

youtube_video zUM7JjnfL-U · row zUM7JjnfL-U

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Born 2 Live

Listed as O.C. – Born 2 Live (Word...Life (Deluxe Edition)) · Watch on YouTube

youtube_video ztaf9IpaHwc · row ztaf9IpaHwc

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.